{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### This notebook generates a ball tree and then shows a few pretty plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "push!(LOAD_PATH, \"../..\")\n",
    "using NearestNeighbors\n",
    "using Colors\n",
    "using PyPlot\n",
    "using PyCall\n",
    "@pyimport matplotlib.patches as patch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NearestNeighbors.BallTree{Float64,Distances.Euclidean}\n",
       "  Number of points: 100\n",
       "  Dimensions: 2\n",
       "  Metric: Distances.Euclidean()\n",
       "  Reordered: true"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree = BallTree(rand(2,100), Euclidean(); leafsize = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000020500748>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.text.Text object at 0x0000000018F21438>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import NearestNeighbors.HyperSphere\n",
    "\n",
    "# Adds a sphere to an axis\n",
    "function add_sphere(ax, hs::HyperSphere, col)\n",
    "    ell = patch.Circle(hs.center, radius = hs.r, facecolor=\"none\", edgecolor=col)\n",
    "    ax[:add_artist](ell)\n",
    "end\n",
    "\n",
    "# Skip non leaf nodes\n",
    "offset = tree.tree_data.n_internal_nodes + 1\n",
    "nleafs = tree.tree_data.n_leafs\n",
    "\n",
    "# Range of leaf nodes\n",
    "index_range = offset: offset + nleafs - 1\n",
    "\n",
    "# Generate some nice colors\n",
    "cols = distinguishable_colors(length(index_range), RGB(0,0,0))\n",
    "\n",
    "# Create figure\n",
    "cfig = figure()\n",
    "ax = cfig[:add_subplot](1,1,1)\n",
    "ax[:set_aspect](\"equal\")\n",
    "axis((-.25,1.25,-.25,1.25))\n",
    "\n",
    "\n",
    "for (i, idx) = enumerate(index_range)\n",
    "    col = cols[i]\n",
    "    # Get the indices of the leaf nodes into the tree data\n",
    "    range = NearestNeighbors.get_leaf_range(tree.tree_data, idx)\n",
    "    d = tree.data[:, range]\n",
    "    \n",
    "    # Plot the points in the hyper spehre\n",
    "    plot(vec(d[1,:]), vec(d[2,:]), \"*\", color = (col.r, col.g, col.b))\n",
    "    \n",
    "    # And the hypersphere itself\n",
    "    sphere = tree.hyper_spheres[idx]\n",
    "    add_sphere(ax, sphere, (col.r, col.g, col.b))\n",
    "end\n",
    "\n",
    "title(\"Leaf nodes with their corresponding points\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000205CB6A0>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Range of leaf nodes\n",
    "index_range = 1: offset + nleafs - 1\n",
    "\n",
    "# Generate some nice colors\n",
    "cols = distinguishable_colors(length(index_range), RGB(0,0,0))\n",
    "\n",
    "# Create figure\n",
    "cfig = figure()\n",
    "ax = cfig[:add_subplot](1,1,1)\n",
    "ax[:set_aspect](\"equal\")\n",
    "axis((-.5,1.5,-.5,1.5))\n",
    "\n",
    "for (i, idx) = enumerate(index_range)\n",
    "    col = cols[i]\n",
    "    # And the hypersphere itself\n",
    "    sphere = tree.hyper_spheres[idx]\n",
    "    add_sphere(ax, sphere, (col.r, col.g, col.b))\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000020824710>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import NearestNeighbors: isleaf, getleft, getright\n",
    "\n",
    "# Two different colors for internal and leaf nodes\n",
    "col_leaf = RGB(1.0,0.0,0.0)\n",
    "col_internal = RGB(0.0,0.0,0.0)\n",
    "\n",
    "# Create figure\n",
    "cfig = figure()\n",
    "ax = cfig[:add_subplot](1,1,1)\n",
    "ax[:set_aspect](\"equal\")\n",
    "axis((-.5,1.5,-.5,1.5))\n",
    "\n",
    "function plot_tree(index, lvl)\n",
    "    leaf = isleaf(tree.tree_data.n_internal_nodes, index)\n",
    "    col = leaf ? col_leaf : col_internal\n",
    "    sphere = tree.hyper_spheres[index]\n",
    "    add_sphere(ax, sphere, (col.r, col.g, col.b))\n",
    "    \n",
    "    # Recursively call the tree plotter on the sub trees\n",
    "    if !leaf\n",
    "        plot_tree(getleft(index), lvl+1)\n",
    "        plot_tree(getright(index), lvl+1)\n",
    "    end\n",
    "end\n",
    "\n",
    "plot_tree(1, 1)\n",
    "title(\"Leaf nodes in red, internal nodes in black\");"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 0.5.0-dev",
   "language": "julia",
   "name": "julia-0.5"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "0.5.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
